Neuro-fuzzy ART-based document management system: Application to mail distribution and digital libraries
Identifieur interne : 001972 ( Main/Exploration ); précédent : 001971; suivant : 001973Neuro-fuzzy ART-based document management system: Application to mail distribution and digital libraries
Auteurs : G. I. Sainz Palmero [Espagne] ; Y. A. Dimitriadis ; R. Sanz Guadarram ; J. M. Cano IzquierdoSource :
- Engineering Applications of Artificial Intelligence [ 0952-1976 ] ; 2002.
Descripteurs français
- Pascal (Inist)
- Wicri :
- topic : Courrier électronique.
English descriptors
- KwdEn :
Abstract
A new document management system is proposed in this paper. Its kernel is based on a new set of neuro-fuzzy systems of the ART family: FasArt and RFasArt. The first one, FasArt, is used to support a simple Optical Character Recognition (OCR) that inherits fine properties of ART architectures, such as fast and incremental learning, stability and modularity. On the other hand, RFasArt is a new recurrent version of FasArt which efficiently exploits contextual information in the task of logical labeling. The proposed system is extensively tested in two real-world applications, i.e. E-mail of printed business letter and digital library of scientific papers. Experimental results show logical labeling and OCR rates over 90%. The proposed system is better compared to a previous system proposed by the group, where instead of using contextual information in an integrated way, a postprocessing Viterbi-based model was employed. © 2002 Elsevier Science Ltd. All rights reserved.
Affiliations:
Links toward previous steps (curation, corpus...)
- to stream PascalFrancis, to step Corpus: 000634
- to stream PascalFrancis, to step Curation: 000157
- to stream PascalFrancis, to step Checkpoint: 000605
- to stream Main, to step Merge: 001A58
- to stream Main, to step Curation: 001972
Le document en format XML
<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en" level="a">Neuro-fuzzy ART-based document management system: Application to mail distribution and digital libraries</title><author><name sortKey="Sainz Palmero, G I" sort="Sainz Palmero, G I" uniqKey="Sainz Palmero G" first="G. I." last="Sainz Palmero">G. I. Sainz Palmero</name><affiliation wicri:level="2"><inist:fA14 i1="01"><s1>Department of Syst. Eng. and Control School of Industrial Engineering University of Valladolid</s1><s2>47011 Valladolid</s2><s3>ESP</s3><sZ>1 aut.</sZ></inist:fA14><country>Espagne</country><placeName><region nuts="2" type="communauté">Castille-et-León</region></placeName></affiliation></author><author><name sortKey="Dimitriadis, Y A" sort="Dimitriadis, Y A" uniqKey="Dimitriadis Y" first="Y. A." last="Dimitriadis">Y. A. Dimitriadis</name></author><author><name sortKey="Sanz Guadarram, R" sort="Sanz Guadarram, R" uniqKey="Sanz Guadarram R" first="R." last="Sanz Guadarram">R. Sanz Guadarram</name></author><author><name sortKey="Cano Izquierdo, J M" sort="Cano Izquierdo, J M" uniqKey="Cano Izquierdo J" first="J. M." last="Cano Izquierdo">J. M. Cano Izquierdo</name></author></titleStmt><publicationStmt><idno type="wicri:source">INIST</idno><idno type="inist">03-0124538</idno><date when="2002">2002</date><idno type="stanalyst">PASCAL 03-0124538 EI</idno><idno type="RBID">Pascal:03-0124538</idno><idno type="wicri:Area/PascalFrancis/Corpus">000634</idno><idno type="wicri:Area/PascalFrancis/Curation">000157</idno><idno type="wicri:Area/PascalFrancis/Checkpoint">000605</idno><idno type="wicri:doubleKey">0952-1976:2002:Sainz Palmero G:neuro:fuzzy:art</idno><idno type="wicri:Area/Main/Merge">001A58</idno><idno type="wicri:Area/Main/Curation">001972</idno><idno type="wicri:Area/Main/Exploration">001972</idno></publicationStmt><sourceDesc><biblStruct><analytic><title xml:lang="en" level="a">Neuro-fuzzy ART-based document management system: Application to mail distribution and digital libraries</title><author><name sortKey="Sainz Palmero, G I" sort="Sainz Palmero, G I" uniqKey="Sainz Palmero G" first="G. I." last="Sainz Palmero">G. I. Sainz Palmero</name><affiliation wicri:level="2"><inist:fA14 i1="01"><s1>Department of Syst. Eng. and Control School of Industrial Engineering University of Valladolid</s1><s2>47011 Valladolid</s2><s3>ESP</s3><sZ>1 aut.</sZ></inist:fA14><country>Espagne</country><placeName><region nuts="2" type="communauté">Castille-et-León</region></placeName></affiliation></author><author><name sortKey="Dimitriadis, Y A" sort="Dimitriadis, Y A" uniqKey="Dimitriadis Y" first="Y. A." last="Dimitriadis">Y. A. Dimitriadis</name></author><author><name sortKey="Sanz Guadarram, R" sort="Sanz Guadarram, R" uniqKey="Sanz Guadarram R" first="R." last="Sanz Guadarram">R. Sanz Guadarram</name></author><author><name sortKey="Cano Izquierdo, J M" sort="Cano Izquierdo, J M" uniqKey="Cano Izquierdo J" first="J. M." last="Cano Izquierdo">J. M. Cano Izquierdo</name></author></analytic><series><title level="j" type="main">Engineering Applications of Artificial Intelligence</title><title level="j" type="abbreviated">Eng Appl Artif Intell</title><idno type="ISSN">0952-1976</idno><imprint><date when="2002">2002</date></imprint></series></biblStruct></sourceDesc><seriesStmt><title level="j" type="main">Engineering Applications of Artificial Intelligence</title><title level="j" type="abbreviated">Eng Appl Artif Intell</title><idno type="ISSN">0952-1976</idno></seriesStmt></fileDesc><profileDesc><textClass><keywords scheme="KwdEn" xml:lang="en"><term>Adaptive systems</term><term>Digital libraries</term><term>Electronic mail</term><term>Fuzzy sets</term><term>Labeling</term><term>Neuro fuzzy systems</term><term>Optical character recognition</term><term>Theory</term></keywords><keywords scheme="Pascal" xml:lang="fr"><term>Théorie</term><term>Système adaptatif</term><term>Reconnaissance optique caractère</term><term>Courrier électronique</term><term>Ensemble flou</term><term>Etiquetage</term><term>Bibliothèque numérique</term></keywords><keywords scheme="Wicri" type="topic" xml:lang="fr"><term>Courrier électronique</term></keywords></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en">A new document management system is proposed in this paper. Its kernel is based on a new set of neuro-fuzzy systems of the ART family: FasArt and RFasArt. The first one, FasArt, is used to support a simple Optical Character Recognition (OCR) that inherits fine properties of ART architectures, such as fast and incremental learning, stability and modularity. On the other hand, RFasArt is a new recurrent version of FasArt which efficiently exploits contextual information in the task of logical labeling. The proposed system is extensively tested in two real-world applications, i.e. E-mail of printed business letter and digital library of scientific papers. Experimental results show logical labeling and OCR rates over 90%. The proposed system is better compared to a previous system proposed by the group, where instead of using contextual information in an integrated way, a postprocessing Viterbi-based model was employed. © 2002 Elsevier Science Ltd. All rights reserved.</div></front></TEI><affiliations><list><country><li>Espagne</li></country><region><li>Castille-et-León</li></region></list><tree><noCountry><name sortKey="Cano Izquierdo, J M" sort="Cano Izquierdo, J M" uniqKey="Cano Izquierdo J" first="J. M." last="Cano Izquierdo">J. M. Cano Izquierdo</name><name sortKey="Dimitriadis, Y A" sort="Dimitriadis, Y A" uniqKey="Dimitriadis Y" first="Y. A." last="Dimitriadis">Y. A. Dimitriadis</name><name sortKey="Sanz Guadarram, R" sort="Sanz Guadarram, R" uniqKey="Sanz Guadarram R" first="R." last="Sanz Guadarram">R. Sanz Guadarram</name></noCountry><country name="Espagne"><region name="Castille-et-León"><name sortKey="Sainz Palmero, G I" sort="Sainz Palmero, G I" uniqKey="Sainz Palmero G" first="G. I." last="Sainz Palmero">G. I. Sainz Palmero</name></region></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Ticri/CIDE/explor/OcrV1/Data/Main/Exploration
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 001972 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd -nk 001972 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien
|wiki= Ticri/CIDE
|area= OcrV1
|flux= Main
|étape= Exploration
|type= RBID
|clé= Pascal:03-0124538
|texte= Neuro-fuzzy ART-based document management system: Application to mail distribution and digital libraries
}}
| This area was generated with Dilib version V0.6.32. |  |